AWS Certified AI Practitioner

Review the official skills for Content Domain 1: Fundamentals of AI and ML and practice applying them to scenarios.

Review the official skills for Domain 1 covers the fundamentals of AI and ML and represents 20% of the scored content on the and practice applying them to scenarios.

Review the official skills for Task Statement 1.1: Explain basic AI concepts and terminologies. and practice applying them to scenarios.

Review the official skills for Task Statement 1.2: Identify practical use cases for AI. and practice applying them to scenarios.

Review the official skills for Task Statement 1.3: Describe the AI/ML development lifecycle. and practice applying them to scenarios.

Review the official skills for Task Statement 1.1: Explain basic AI concepts and terminologies. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Define basic AI terms (for example, AI, ML, deep learning, neural networks, computer vision, and practice applying them to scenarios.

natural language processing [NLP], model, algorithm, training and inferencing, bias, fairness, fit,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

large language model [LLM], generative AI [GenAI], agentic AI).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Content outline 4 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Describe the similarities and differences between AI, ML, GenAI, deep learning, and agentic AI. and practice applying them to scenarios.

Review the official skills for Describe various types of inferencing (for example, batch, real-time, asynchronous, serverless). and practice applying them to scenarios.

Review the official skills for Describe the different types of data in AI models (for example, labeled and unlabeled, tabular, and practice applying them to scenarios.

time-series, image, text, structured and unstructured).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe different types of AI/ML learning (for example, supervised learning, unsupervised and practice applying them to scenarios.

learning, reinforcement learning methods).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 1.2: Identify practical use cases for AI. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Recognize applications where AI/ML can provide value (for example, assist human decision and practice applying them to scenarios.

making, solution scalability, automation).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Determine when AI/ML solutions are not appropriate (for example, cost-benefit analyses, and practice applying them to scenarios.

situations when a specific outcome is needed instead of a prediction).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Select the appropriate AI/ML techniques for specific use cases (for example, regression, and practice applying them to scenarios.

classification, clustering).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify examples of real-world AI applications (for example, computer vision, NLP, speech and practice applying them to scenarios.

recognition, recommendation systems, fraud detection, forecasting, knowledge bases, agentic:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Explain the capabilities of AWS managed AI/ML services (for example, Amazon SageMaker AI, and practice applying them to scenarios.

Review the official skills for Amazon Transcribe, Amazon Translate, Amazon Comprehend, Amazon Lex, Amazon Polly). and practice applying them to scenarios.

Review the official skills for Identify when traditional ML models or foundation models (FMs) are appropriate for a specific and practice applying them to scenarios.

use case (for example, based on regulatory concerns, explainability requirements, operational:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

constraints).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 1.3: Describe the AI/ML development lifecycle. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Describe and differentiate components of an AI/ML pipeline. and practice applying them to scenarios.

Review the official skills for Describe sources of FM models (for example, open source pre-trained models, training custom and practice applying them to scenarios.

models).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe methods to use a model in production (for example, managed API service, self-hosted and practice applying them to scenarios.

Review the official skills for Task Statement 1.2: Identify practical use cases for AI. 5 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Identify relevant AWS services and features for each stage of an AI/ML pipeline (for example, and practice applying them to scenarios.

Review the official skills for Amazon Bedrock, Amazon Quick, Kiro, SageMaker AI). and practice applying them to scenarios.

Review the official skills for Describe fundamental concepts of ML operations (MLOps) (for example, experimentation, and practice applying them to scenarios.

repeatable processes, scalable systems, managing technical debt, achieving production:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

readiness, model monitoring, model re-training).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe model performance metrics (for example, accuracy, precision, recall, F1 score) and and practice applying them to scenarios.

business metrics (for example, cost per user, development costs, customer feedback, return on:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

investment [ROI]) to evaluate ML models.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Content Domain 2: Fundamentals of GenAI and practice applying them to scenarios.

Review the official skills for Domain 2 covers the fundamentals of GenAI and represents 24% of the scored content on the and practice applying them to scenarios.

Review the official skills for Task Statement 2.1: Explain the basic concepts of generative AI (GenAI). and practice applying them to scenarios.

Review the official skills for Task Statement 2.2: Understand the capabilities and limitations of GenAI for solving business and practice applying them to scenarios.

problems.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 2.3: Describe AWS infrastructure and technologies for building GenAI and practice applying them to scenarios.

applications.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 2.1: Explain the basic concepts of generative AI (GenAI). and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Define foundational GenAI concepts (for example, tokens, chunking, embeddings, vectors, and practice applying them to scenarios.

prompt engineering, transformer-based large language models [LLMs], foundation models:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

[FMs], multi-modal models, diffusion models).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify potential use cases for GenAI models (for example, image, video, and audio generation; and practice applying them to scenarios.

summarization; AI assistants; translation; code generation; customer service agents; search;:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

recommendation engines).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe the FM lifecycle (for example, data selection, model selection, pre-training, fine-tuning, and practice applying them to scenarios.

evaluation, deployment, feedback).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe the token-based pricing model and its effect on cost and performance for inference. and practice applying them to scenarios.

Review the official skills for Content Domain 2: Fundamentals of GenAI 6 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Describe the role of context engineering in FM applications. and practice applying them to scenarios.

Review the official skills for Define foundational agentic AI concepts (for example, multi-agent system patterns for complex and practice applying them to scenarios.

Review the official skills for AI applications, Model Context Protocol [MCP] and its role in connecting agents to external and practice applying them to scenarios.

systems, multi-agent communication patterns, memory management, tool usage, and workflow:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

orchestration).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 2.2: Understand the capabilities and limitations of and practice applying them to scenarios.

Review the official skills for GenAI for solving business problems. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Describe the advantages of GenAI (for example, adaptability, responsiveness, conversational and practice applying them to scenarios.

capabilities, ability to generate content).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify disadvantages of GenAI solutions (for example, hallucinations, interpretability, and practice applying them to scenarios.

inaccuracy, nondeterminism).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify factors to consider when selecting GenAI models (for example, model types, and practice applying them to scenarios.

performance requirements, capabilities, constraints, compliance, cost, latency, model:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

complexity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Determine business value and metrics for GenAI applications (for example, cross-domain and practice applying them to scenarios.

performance, ROI, efficiency, conversion rate, average revenue per user, accuracy, customer:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

lifetime value).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 2.3: Describe AWS infrastructure and technologies for and practice applying them to scenarios.

building GenAI applications.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Identify AWS services and features to develop GenAI applications (for example, Amazon Bedrock, and practice applying them to scenarios.

Review the official skills for Amazon SageMaker AI, SageMaker JumpStart, Amazon Quick, Kiro, Strands Agents, Amazon and practice applying them to scenarios.

Review the official skills for Bedrock AgentCore). and practice applying them to scenarios.

Review the official skills for Describe the advantages of using AWS GenAI services to build applications (for example, and practice applying them to scenarios.

accessibility, lower barrier to entry, efficiency, cost-effectiveness, speed to market, ability to meet:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

business objectives).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe the benefits of AWS infrastructure for GenAI applications (for example, security, and practice applying them to scenarios.

compliance, responsibility, safety).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 2.2: Understand the capabilities and limitations of GenAI for solving business problems. 7 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Describe cost tradeoffs of AWS GenAI services (for example, responsiveness, availability, and practice applying them to scenarios.

redundancy, performance, regional coverage, token-based pricing, provision throughput, custom:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

models).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Content Domain 3: Applications of Foundation Models and practice applying them to scenarios.

Review the official skills for Domain 3 covers applications of foundation models and represents 28% of the scored content on and practice applying them to scenarios.

the exam.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 3.1: Describe design considerations for applications that use foundation models and practice applying them to scenarios.

Review the official skills for Task Statement 3.2: Choose effective prompt engineering techniques. and practice applying them to scenarios.

Review the official skills for Task Statement 3.3: Describe the training and fine-tuning process for FMs. and practice applying them to scenarios.

Review the official skills for Task Statement 3.4: Describe methods to evaluate FM performance. and practice applying them to scenarios.

Review the official skills for Task Statement 3.1: Describe design considerations for applications and practice applying them to scenarios.

that use foundation models (FMs).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Identify selection criteria to choose FMs (for example, cost, modality, latency, multi-lingual, and practice applying them to scenarios.

model size, model complexity, customization, input/output length, prompt caching).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe the effect of inference parameters on model responses (for example, temperature, and practice applying them to scenarios.

input/output length).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Define Retrieval Augmented Generation (RAG) and describe its business applications (for and practice applying them to scenarios.

example, Amazon Bedrock Knowledge Bases).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify AWS services that help store embeddings within vector databases (for example, Amazon and practice applying them to scenarios.

Review the official skills for OpenSearch Service, Amazon Aurora, Amazon Neptune, Amazon RDS for PostgreSQL). and practice applying them to scenarios.

Review the official skills for Explain the cost tradeoffs of various approaches to FM customization (for example, pre-training, and practice applying them to scenarios.

fine-tuning, in-context learning, RAG, model distillation).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Define the role of AI agents and describe AI agents' business applications. and practice applying them to scenarios.

Review the official skills for Content Domain 3: Applications of Foundation Models 8 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Task Statement 3.2: Choose effective prompt engineering techniques. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Define the concepts and constructs of prompt engineering (for example, context, instruction, and practice applying them to scenarios.

negative prompts).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Define techniques for prompt engineering (for example, chain-of-thought, zero-shot, single-shot, and practice applying them to scenarios.

few-shot, prompt templates).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify and describe the benefits and best practices for prompt engineering (for example, and practice applying them to scenarios.

response quality improvement, experimentation, guardrails, discovery, specificity and concision,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

using multiple comments).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Define potential risks and limitations of prompt engineering (for example, exposure, poisoning, and practice applying them to scenarios.

hijacking, jailbreaking).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe prompt versioning and management strategies that use Amazon Bedrock Prompt and practice applying them to scenarios.

Review the official skills for Management. and practice applying them to scenarios.

Review the official skills for Task Statement 3.3: Describe the training and fine-tuning process for and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Describe the key elements of training an FM (for example, pre-training, fine-tuning, continuous and practice applying them to scenarios.

pre-training, distillation).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Define methods for fine-tuning an FM (for example, instruction tuning, adapting models for and practice applying them to scenarios.

specific domains, transfer learning, continuous pre-training).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe how to prepare data to fine-tune an FM (for example, data curation, governance, size, and practice applying them to scenarios.

labeling, representativeness, reinforcement learning from human feedback [RLHF]).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 3.4: Describe methods to evaluate FM performance. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Determine approaches to evaluate FM performance (for example, human-in-the-loop evaluation, and practice applying them to scenarios.

benchmark datasets, Amazon Bedrock Model Evaluation).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 3.2: Choose effective prompt engineering techniques. 9 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Identify relevant metrics to assess FM performance (for example, Recall-Oriented Understudy and practice applying them to scenarios.

for Gisting Evaluation [ROUGE], Bilingual Evaluation Understudy [BLEU], BERTScore, LLM-as-a-:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

judge).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Determine whether an FM effectively meets business objectives (for example, productivity, user and practice applying them to scenarios.

engagement, task engineering).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify approaches to evaluate the performance of applications built with FM (for example, and practice applying them to scenarios.

Review the official skills for RAG, agents, workflows). and practice applying them to scenarios.

Review the official skills for Identify business objective alignment metrics for AI applications (for example, task completion and practice applying them to scenarios.

rate, user satisfaction, cost per interaction).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Content Domain 4: Guidelines for Responsible AI and practice applying them to scenarios.

Review the official skills for Domain 4 covers guidelines for responsible AI and represents 14% of the scored content on the and practice applying them to scenarios.

Review the official skills for Task Statement 4.1: Explain the development of AI systems that are responsible. and practice applying them to scenarios.

Review the official skills for Task Statement 4.2: Recognize the importance of transparent and explainable models. and practice applying them to scenarios.

Review the official skills for Task Statement 4.1: Explain the development of AI systems that are and practice applying them to scenarios.

responsible.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Identify features of responsible AI (for example, bias, fairness, inclusivity, robustness, safety, and practice applying them to scenarios.

veracity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Explain how to use tools to identify features of responsible AI (for example, Amazon Bedrock and practice applying them to scenarios.

Review the official skills for Guardrails). and practice applying them to scenarios.

Review the official skills for Define responsible practices to select a model (for example, environmental considerations, and practice applying them to scenarios.

sustainability).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify legal risks of working with generative AI (GenAI) (for example, intellectual property and practice applying them to scenarios.

infringement claims, biased model outputs, loss of customer trust, end user risk, hallucinations).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Identify characteristics of datasets (for example, inclusivity, diversity, curated data sources, and practice applying them to scenarios.

balanced datasets).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Content Domain 4: Guidelines for Responsible AI 10 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Describe effects of bias and variance (for example, effects on demographic groups, inaccuracy, and practice applying them to scenarios.

overfitting, underfitting).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe tools to detect and monitor bias, trustworthiness, and truthfulness (for example, and practice applying them to scenarios.

analyzing label quality, human audits, subgroup analysis).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 4.2: Recognize the importance of transparent and and practice applying them to scenarios.

explainable models.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Describe the differences between models that are transparent and explainable and models that and practice applying them to scenarios.

are not transparent and explainable.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe tools to identify transparent and explainable models (for example, Amazon SageMaker and practice applying them to scenarios.

Review the official skills for Model Cards, Amazon Bedrock Model Evaluations, open source models, data, licensing). and practice applying them to scenarios.

Review the official skills for Identify tradeoffs between model safety and transparency (for example, measure interpretability and practice applying them to scenarios.

and performance).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe principles of human-centered design for explainable AI (for example, user-feedback and practice applying them to scenarios.

mechanisms, AI decision transparency).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Content Domain 5: Security, Compliance, and Governance for AI and practice applying them to scenarios.

Solutions:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Domain 5 covers security, compliance, and governance for AI solutions and represents 14% of the and practice applying them to scenarios.

scored content on the exam.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 5.1: Explain methods to secure AI systems. and practice applying them to scenarios.

Review the official skills for Task Statement 5.2: Recognize governance and compliance regulations for AI systems. and practice applying them to scenarios.

Review the official skills for Task Statement 5.1: Explain methods to secure AI systems. and practice applying them to scenarios.

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Task Statement 4.2: Recognize the importance of transparent and explainable models. 11 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Identify AWS services and features to secure AI systems (for example, IAM roles, policies, and and practice applying them to scenarios.

permissions; encryption; Amazon Macie; AWS PrivateLink; AWS shared responsibility model;:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Bedrock AgentCore Identity; Policy in AgentCore; Amazon Bedrock Guardrails). and practice applying them to scenarios.

Review the official skills for Describe the concept of source citation and documenting data origins (for example, data lineage, and practice applying them to scenarios.

data cataloging, Amazon SageMaker Model Cards).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe best practices for secure data engineering (for example, assessing data quality, and practice applying them to scenarios.

implementing privacy-enhancing technologies, data access control, data integrity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe security and privacy considerations for AI systems (for example, application security, and practice applying them to scenarios.

threat detection, vulnerability management, infrastructure protection, prompt injection,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

encryption at rest and in transit, data leakage prevention, output filtering and validation, audit:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

trail and logging requirements for AI interactions, toxicity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe hallucination detection methods and grounding techniques to improve output accuracy and practice applying them to scenarios.

(for example, Retrieval Augmented Generation [RAG] grounding, output validation, confidence:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

scoring).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 5.2: Recognize governance and compliance regulations and practice applying them to scenarios.

for AI systems.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objectives: and practice applying them to scenarios.

Review the official skills for Identify AWS services and features to assist with governance and regulation compliance (for and practice applying them to scenarios.

example, AWS Config, Amazon Inspector, AWS Artifact, AWS CloudTrail, AWS Trusted Advisor).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe data governance strategies (for example, data lifecycles, logging, residency, monitoring, and practice applying them to scenarios.

observation, retention).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Describe processes to follow governance protocols (for example, policies, review cadence, and practice applying them to scenarios.

review strategies, governance frameworks such as the Generative AI Security Scoping Matrix,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

transparency standards, team training requirements).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for In-Scope AWS Services and practice applying them to scenarios.

Review the official skills for The following list contains AWS services and features that are in scope for the AWS Certified AI and practice applying them to scenarios.

Review the official skills for Practitioner (AIF-C01) exam. This list is non-exhaustive and is subject to change. AWS offerings and practice applying them to scenarios.

appear in categories that align with the offerings' primary functions.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Task Statement 5.2: Recognize governance and compliance regulations for AI systems. 12 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Analytics:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Cloud Financial Management and practice applying them to scenarios.

Compute:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Containers and practice applying them to scenarios.

Database:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Developer Tools and practice applying them to scenarios.

Review the official skills for Machine Learning and practice applying them to scenarios.

Review the official skills for Management and Governance and practice applying them to scenarios.

Review the official skills for Networking and Content Delivery and practice applying them to scenarios.

Review the official skills for Security, Identity, and Compliance and practice applying them to scenarios.

Storage:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Analytics:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS Data Exchange and practice applying them to scenarios.

Review the official skills for Amazon EMR and practice applying them to scenarios.

AWS Glue:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS Glue DataBrew and practice applying them to scenarios.

Review the official skills for AWS Lake Formation and practice applying them to scenarios.

Review the official skills for Amazon OpenSearch Service and practice applying them to scenarios.

Review the official skills for Amazon Quick and practice applying them to scenarios.

Review the official skills for Amazon Redshift and practice applying them to scenarios.

Review the official skills for Cloud Financial Management and practice applying them to scenarios.

Review the official skills for AWS Budgets and practice applying them to scenarios.

Review the official skills for AWS Cost Explorer and practice applying them to scenarios.

Compute:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon EC2 and practice applying them to scenarios.

Review the official skills for Analytics 13 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for AWS Lambda and practice applying them to scenarios.

Review the official skills for Containers and practice applying them to scenarios.

Review the official skills for Amazon Elastic Container Service (Amazon ECS) and practice applying them to scenarios.

Review the official skills for Amazon Elastic Kubernetes Service (Amazon EKS) and practice applying them to scenarios.

Database:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Aurora and practice applying them to scenarios.

Review the official skills for Amazon DocumentDB (with MongoDB compatibility) and practice applying them to scenarios.

Review the official skills for Amazon DynamoDB and practice applying them to scenarios.

Review the official skills for Amazon ElastiCache and practice applying them to scenarios.

Review the official skills for Amazon Neptune and practice applying them to scenarios.

Review the official skills for Amazon RDS and practice applying them to scenarios.

Review the official skills for Developer Tools and practice applying them to scenarios.

Review the official skills for Strands Agents and practice applying them to scenarios.

Review the official skills for Machine Learning and practice applying them to scenarios.

Review the official skills for Amazon Bedrock and practice applying them to scenarios.

Review the official skills for Amazon Bedrock AgentCore and practice applying them to scenarios.

Review the official skills for Amazon Comprehend and practice applying them to scenarios.

Review the official skills for Amazon Lex and practice applying them to scenarios.

Review the official skills for Amazon Nova and practice applying them to scenarios.

Review the official skills for Amazon Personalize and practice applying them to scenarios.

Review the official skills for Amazon Polly and practice applying them to scenarios.

Review the official skills for Amazon Rekognition and practice applying them to scenarios.

Review the official skills for Amazon SageMaker AI and practice applying them to scenarios.

Review the official skills for Containers 14 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Amazon SageMaker JumpStart and practice applying them to scenarios.

Review the official skills for Amazon Textract and practice applying them to scenarios.

Review the official skills for Amazon Transcribe and practice applying them to scenarios.

Review the official skills for Amazon Translate and practice applying them to scenarios.

Review the official skills for AWS Transform and practice applying them to scenarios.

Review the official skills for Management and Governance and practice applying them to scenarios.

Review the official skills for AWS CloudTrail and practice applying them to scenarios.

Review the official skills for Amazon CloudWatch and practice applying them to scenarios.

AWS Config:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS Trusted Advisor and practice applying them to scenarios.

Review the official skills for AWS Well-Architected Tool and practice applying them to scenarios.

Review the official skills for Networking and Content Delivery and practice applying them to scenarios.

Review the official skills for Amazon CloudFront and practice applying them to scenarios.

Review the official skills for Amazon VPC and practice applying them to scenarios.

Review the official skills for Security, Identity, and Compliance and practice applying them to scenarios.

Review the official skills for AWS Artifact and practice applying them to scenarios.

Review the official skills for AWS Identity and Access Management (IAM) and practice applying them to scenarios.

Review the official skills for Amazon Inspector and practice applying them to scenarios.

Review the official skills for AWS Key Management Service (AWS KMS) and practice applying them to scenarios.

Review the official skills for Amazon Macie and practice applying them to scenarios.

Review the official skills for AWS Secrets Manager and practice applying them to scenarios.

Storage:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Amazon S3:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon S3 Glacier and practice applying them to scenarios.

Review the official skills for Management and Governance 15 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Out-of-Scope AWS Services and practice applying them to scenarios.

Review the official skills for The following list contains AWS services and features that are out of scope for the exam. This list is and practice applying them to scenarios.

non-exhaustive and is subject to change. AWS offerings that are entirely unrelated to the target job:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

roles for the exam are excluded from this list::

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Analytics:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Application Integration and practice applying them to scenarios.

Review the official skills for Business Applications and practice applying them to scenarios.

Review the official skills for Cloud Financial Management and practice applying them to scenarios.

Compute:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Containers and practice applying them to scenarios.

Review the official skills for Customer Enablement and practice applying them to scenarios.

Database:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Developer Tools and practice applying them to scenarios.

Review the official skills for End User Computing and practice applying them to scenarios.

Review the official skills for Frontend Web and Mobile and practice applying them to scenarios.

Review the official skills for Internet of Things (IoT) and practice applying them to scenarios.

Review the official skills for Machine Learning and practice applying them to scenarios.

Review the official skills for Management and Governance and practice applying them to scenarios.

Review the official skills for Migration and Transfer and practice applying them to scenarios.

Review the official skills for Networking and Content Delivery and practice applying them to scenarios.

Review the official skills for Security, Identity, and Compliance and practice applying them to scenarios.

Storage:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Analytics:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS Clean Rooms and practice applying them to scenarios.

Review the official skills for Amazon CloudSearch and practice applying them to scenarios.

Review the official skills for Out-of-Scope AWS Services 16 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Amazon Managed Streaming for Apache Kafka (Amazon MSK) and practice applying them to scenarios.

Review the official skills for Application Integration and practice applying them to scenarios.

Review the official skills for Amazon AppFlow and practice applying them to scenarios.

Amazon MQ:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Simple Workflow Service (Amazon SWF) and practice applying them to scenarios.

Review the official skills for Business Applications and practice applying them to scenarios.

Review the official skills for Amazon Chime and practice applying them to scenarios.

Review the official skills for Amazon Pinpoint and practice applying them to scenarios.

Review the official skills for Amazon Simple Email Service (Amazon SES) and practice applying them to scenarios.

Review the official skills for AWS Supply Chain and practice applying them to scenarios.

AWS Wickr:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Cloud Financial Management and practice applying them to scenarios.

Review the official skills for AWS Application Cost Profiler and practice applying them to scenarios.

Review the official skills for AWS Billing Conductor and practice applying them to scenarios.

Review the official skills for AWS Marketplace and practice applying them to scenarios.

Compute:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS App Runner and practice applying them to scenarios.

Review the official skills for AWS Elastic Beanstalk and practice applying them to scenarios.

Review the official skills for EC2 Image Builder and practice applying them to scenarios.

Review the official skills for Amazon Lightsail and practice applying them to scenarios.

Review the official skills for Containers and practice applying them to scenarios.

Review the official skills for Red Hat OpenShift Service on AWS (ROSA) and practice applying them to scenarios.

Review the official skills for Application Integration 17 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Customer Enablement and practice applying them to scenarios.

Review the official skills for AWS Managed Services (AMS) and practice applying them to scenarios.

Review the official skills for AWS re:Post Private and practice applying them to scenarios.

Review the official skills for AWS Support and practice applying them to scenarios.

Database:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Keyspaces (for Apache Cassandra) and practice applying them to scenarios.

Review the official skills for Amazon Quantum Ledger Database (Amazon QLDB) and practice applying them to scenarios.

Review the official skills for Amazon Timestream and practice applying them to scenarios.

Review the official skills for Developer Tools and practice applying them to scenarios.

Review the official skills for AWS AppConfig and practice applying them to scenarios.

Review the official skills for AWS Application Composer and practice applying them to scenarios.

Review the official skills for AWS CloudShell and practice applying them to scenarios.

Review the official skills for Amazon CodeCatalyst and practice applying them to scenarios.

Review the official skills for AWS CodeStar and practice applying them to scenarios.

Review the official skills for AWS Fault Injection Service and practice applying them to scenarios.

AWS X-Ray:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for End User Computing and practice applying them to scenarios.

Review the official skills for Amazon AppStream 2.0 and practice applying them to scenarios.

Review the official skills for Amazon WorkSpaces and practice applying them to scenarios.

Review the official skills for Amazon WorkSpaces Thin Client and practice applying them to scenarios.

Review the official skills for Amazon WorkSpaces Web and practice applying them to scenarios.

Review the official skills for Customer Enablement 18 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Frontend Web and Mobile and practice applying them to scenarios.

Review the official skills for AWS Amplify and practice applying them to scenarios.

Review the official skills for AWS Device Farm and practice applying them to scenarios.

Review the official skills for Amazon Location Service and practice applying them to scenarios.

Review the official skills for Internet of Things (IoT) and practice applying them to scenarios.

Review the official skills for AWS IoT Analytics and practice applying them to scenarios.

Review the official skills for AWS IoT Core and practice applying them to scenarios.

Review the official skills for AWS IoT Device Defender and practice applying them to scenarios.

Review the official skills for AWS IoT Device Management and practice applying them to scenarios.

Review the official skills for AWS IoT Events and practice applying them to scenarios.

Review the official skills for AWS IoT FleetWise and practice applying them to scenarios.

FreeRTOS:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS IoT Greengrass and practice applying them to scenarios.

Review the official skills for AWS IoT 1-Click and practice applying them to scenarios.

Review the official skills for AWS IoT RoboRunner and practice applying them to scenarios.

Review the official skills for AWS IoT SiteWise and practice applying them to scenarios.

Review the official skills for AWS IoT TwinMaker and practice applying them to scenarios.

Review the official skills for Machine Learning and practice applying them to scenarios.

Review the official skills for AWS DeepComposer and practice applying them to scenarios.

Review the official skills for AWS HealthImaging and practice applying them to scenarios.

Review the official skills for AWS HealthOmics and practice applying them to scenarios.

Review the official skills for Amazon Monitron and practice applying them to scenarios.

Review the official skills for AWS Panorama and practice applying them to scenarios.

Review the official skills for Management and Governance and practice applying them to scenarios.

Review the official skills for AWS Control Tower and practice applying them to scenarios.

Review the official skills for Frontend Web and Mobile 19 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for AWS Health Dashboard and practice applying them to scenarios.

Review the official skills for AWS Launch Wizard and practice applying them to scenarios.

Review the official skills for AWS License Manager and practice applying them to scenarios.

Review the official skills for Amazon Managed Grafana and practice applying them to scenarios.

Review the official skills for Amazon Managed Service for Prometheus and practice applying them to scenarios.

Review the official skills for AWS OpsWorks and practice applying them to scenarios.

Review the official skills for AWS Organizations and practice applying them to scenarios.

Review the official skills for AWS Proton and practice applying them to scenarios.

Review the official skills for AWS Resilience Hub and practice applying them to scenarios.

Review the official skills for AWS Resource Explorer and practice applying them to scenarios.

Review the official skills for AWS Resource Groups and practice applying them to scenarios.

Review the official skills for AWS Systems Manager Incident Manager and practice applying them to scenarios.

Review the official skills for AWS Service Catalog and practice applying them to scenarios.

Review the official skills for Service Quotas and practice applying them to scenarios.

Review the official skills for AWS Telco Network Builder and practice applying them to scenarios.

Review the official skills for AWS User Notifications and practice applying them to scenarios.

Review the official skills for Amazon Elastic Transcoder and practice applying them to scenarios.

Review the official skills for AWS Elemental MediaConnect and practice applying them to scenarios.

Review the official skills for AWS Elemental MediaConvert and practice applying them to scenarios.

Review the official skills for AWS Elemental MediaLive and practice applying them to scenarios.

Review the official skills for AWS Elemental MediaPackage and practice applying them to scenarios.

Review the official skills for AWS Elemental MediaStore and practice applying them to scenarios.

Review the official skills for AWS Elemental MediaTailor and practice applying them to scenarios.

Review the official skills for Amazon Interactive Video Service (Amazon IVS) and practice applying them to scenarios.

Review the official skills for Amazon Nimble Studio and practice applying them to scenarios.

Media 20:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Migration and Transfer and practice applying them to scenarios.

Review the official skills for AWS Application Discovery Service and practice applying them to scenarios.

Review the official skills for AWS Application Migration Service and practice applying them to scenarios.

Review the official skills for AWS Database Migration Service (AWS DMS) and practice applying them to scenarios.

Review the official skills for AWS DataSync and practice applying them to scenarios.

Review the official skills for AWS Mainframe Modernization and practice applying them to scenarios.

Review the official skills for AWS Migration Hub and practice applying them to scenarios.

Review the official skills for AWS Transfer Family and practice applying them to scenarios.

Review the official skills for Networking and Content Delivery and practice applying them to scenarios.

Review the official skills for AWS App Mesh and practice applying them to scenarios.

Review the official skills for AWS Cloud Map and practice applying them to scenarios.

Review the official skills for AWS Direct Connect and practice applying them to scenarios.

Review the official skills for AWS Global Accelerator and practice applying them to scenarios.

Review the official skills for AWS Private 5G and practice applying them to scenarios.

Review the official skills for Amazon Route 53 and practice applying them to scenarios.

Review the official skills for Amazon Route 53 Application Recovery Controller and practice applying them to scenarios.

Review the official skills for Amazon VPC IP Address Manager (IPAM) and practice applying them to scenarios.

Review the official skills for Security, Identity, and Compliance and practice applying them to scenarios.

Review the official skills for AWS Certificate Manager (ACM) and practice applying them to scenarios.

Review the official skills for AWS CloudHSM and practice applying them to scenarios.

Review the official skills for Amazon Cognito and practice applying them to scenarios.

Review the official skills for Amazon Detective and practice applying them to scenarios.

Review the official skills for AWS Directory Service and practice applying them to scenarios.

Review the official skills for AWS Firewall Manager and practice applying them to scenarios.

Review the official skills for Amazon GuardDuty and practice applying them to scenarios.

Review the official skills for AWS IAM Identity Center and practice applying them to scenarios.

Review the official skills for AWS Payment Cryptography and practice applying them to scenarios.

Review the official skills for Migration and Transfer 21 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for AWS Private Certificate Authority and practice applying them to scenarios.

Review the official skills for AWS Resource Access Manager (AWS RAM) and practice applying them to scenarios.

Review the official skills for AWS Security Hub and practice applying them to scenarios.

Review the official skills for Amazon Security Lake and practice applying them to scenarios.

Review the official skills for AWS Shield and practice applying them to scenarios.

Review the official skills for AWS Signer and practice applying them to scenarios.

Review the official skills for Amazon Verified Permissions and practice applying them to scenarios.

AWS WAF:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Storage:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS Backup and practice applying them to scenarios.

Review the official skills for AWS Elastic Disaster Recovery and practice applying them to scenarios.

Revisions:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AWS exam guides are periodically reviewed and updated to ensure that our certification exams and practice applying them to scenarios.

test skills and AWS services and features that are relevant for the job role(s) that a certification:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

is designed to target. Exam guide updates will be published approximately one month before:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

updates will be reflected on your exam.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Change History and practice applying them to scenarios.

Review the official skills for Changes to objectives and practice applying them to scenarios.

Review the official skills for Changes to in- and out-of-scope services and practice applying them to scenarios.

Review the official skills for Change History and practice applying them to scenarios.

Review the official skills for Version Publication date and practice applying them to scenarios.

Review the official skills for 1.0 March 26, 2026 and practice applying them to scenarios.

Review the official skills for 1.1 April 30, 2026 and practice applying them to scenarios.

Review the official skills for Storage 22 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Changes to objectives and practice applying them to scenarios.

Review the official skills for Version 1.0 Version 1.1 and practice applying them to scenarios.

Review the official skills for Objective 1.1.1: Define basic AI terms (for and practice applying them to scenarios.

example, AI, ML, deep learning, neural:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

networks, computer vision, natural language:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

processing [NLP], model, algorithm, training:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

and inferencing, bias, fairness, fit, large:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

language models [LLMs]).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.1: Define basic AI terms (for and practice applying them to scenarios.

example, AI, ML, deep learning, neural:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

networks, computer vision, natural language:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

processing [NLP], model, algorithm, training:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

and inferencing, bias, fairness, fit, large:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

language model [LLM], generative AI [GenAI],:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

agentic AI).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.2: Describe the similarities and and practice applying them to scenarios.

differences between AI, ML, GenAI, and deep:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

learning.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.2: Describe the similarities and and practice applying them to scenarios.

differences between AI, ML, GenAI, deep:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

learning, and agentic AI.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.3: Describe various types of and practice applying them to scenarios.

inferencing (for example, batch, real-time).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.3: Describe various types of and practice applying them to scenarios.

inferencing (for example, batch, real-time,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

asynchronous, serverless).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.5: Describe supervised learning, and practice applying them to scenarios.

unsupervised learning, and reinforcement:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

learning.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.1.5: Describe different types of AI/ and practice applying them to scenarios.

Review the official skills for ML learning (for example, supervised learning, and practice applying them to scenarios.

unsupervised learning, reinforcement learning:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

methods).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.2.4: Identify examples of real- and practice applying them to scenarios.

world AI applications (for example, computer:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

vision, NLP, speech recognition, recommend:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

ation systems, fraud detection, forecasting).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.2.4: Identify examples of real- and practice applying them to scenarios.

world AI applications (for example, computer:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

vision, NLP, speech recognition, recommend:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

ation systems, fraud detection, forecasting,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

knowledge bases, agentic AI).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.3.1: Describe components of and practice applying them to scenarios.

an ML pipeline (for example, data collectio:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

n, exploratory data analysis [EDA], data:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

pre-processing, feature engineering, model:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

training, hyperparameter tuning, evaluation,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

deployment, monitoring).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.3.1: Describe and differentiate and practice applying them to scenarios.

components of an AI/ML pipeline.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Changes to objectives 23 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Version 1.0 Version 1.1 and practice applying them to scenarios.

Review the official skills for Objective 1.3.4: Identify relevant AWS services and practice applying them to scenarios.

and features for each stage of an ML pipeline:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

(for example, SageMaker AI, SageMaker:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Data Wrangler, SageMaker Feature Store, and practice applying them to scenarios.

Review the official skills for SageMaker Model Monitor). and practice applying them to scenarios.

Review the official skills for Objective 1.3.4: Identify relevant AWS services and practice applying them to scenarios.

and features for each stage of an AI/ML:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

pipeline (for example, Amazon Bedrock,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Q, Amazon Quick, Kiro, SageMaker and practice applying them to scenarios.

Review the official skills for Objective 1.3.6: Describe model performance and practice applying them to scenarios.

metrics (for example, accuracy, Area Under the:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Curve [AUC], F1 score) and business metrics and practice applying them to scenarios.

(for example, cost per user, development:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

costs, customer feedback, return on investmen:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

t [ROI]) to evaluate ML models.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 1.3.6: Describe model performan and practice applying them to scenarios.

ce metrics (for example, accuracy, precision:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

, recall, F1 score) and business metrics (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, cost per user, development costs,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

customer feedback, return on investment:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

[ROI]) to evaluate ML models.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.2.1: Describe the advantages of and practice applying them to scenarios.

Review the official skills for GenAI (for example, adaptability, responsiv and practice applying them to scenarios.

eness, simplicity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.2.1: Describe the advantages of and practice applying them to scenarios.

Review the official skills for GenAI (for example, adaptability, responsiv and practice applying them to scenarios.

eness, conversational capabilities, ability to:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

generate content).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.2.3: Identify factors to consider and practice applying them to scenarios.

when selecting GenAI models (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

model types, performance requirements,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

capabilities, constraints, compliance).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.2.3: Identify factors to consider and practice applying them to scenarios.

when selecting GenAI models (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

model types, performance requirements,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

capabilities, constraints, compliance, cost,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

latency, model complexity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.2.4: Determine business value and practice applying them to scenarios.

and metrics for GenAI applications (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, cross-domain performance, efficienc:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

y, conversion rate, average revenue per user,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

accuracy, customer lifetime value).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.2.4: Determine business value and and practice applying them to scenarios.

metrics for GenAI applications (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

cross-domain performance, ROI, efficiency,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

conversion rate, average revenue per user,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

accuracy, customer lifetime value).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.3.1: Identify AWS services and and practice applying them to scenarios.

features to develop GenAI applications (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, Amazon SageMaker JumpStart:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

, Amazon Bedrock PartyRock, Amazon Q,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Bedrock Data Automation). and practice applying them to scenarios.

Review the official skills for Objective 2.3.1: Identify AWS services and and practice applying them to scenarios.

features to develop GenAI applications:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

(for example, Amazon Bedrock, Amazon:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for SageMaker AI, SageMaker JumpStart, Amazon and practice applying them to scenarios.

Review the official skills for Quick, Kiro, Strands Agents, Amazon Bedrock and practice applying them to scenarios.

Review the official skills for AgentCore). and practice applying them to scenarios.

Review the official skills for Changes to objectives 24 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Version 1.0 Version 1.1 and practice applying them to scenarios.

Review the official skills for Objective 3.1.5: Explain the cost tradeoffs of and practice applying them to scenarios.

various approaches to FM customization (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, pre-training, fine-tuning, in-context:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

learning, RAG).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.1.5: Explain the cost tradeoffs of and practice applying them to scenarios.

various approaches to FM customization (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, pre-training, fine-tuning, in-context:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

learning, RAG, model distillation).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.1.6: Describe the role of agents and practice applying them to scenarios.

in multi-step tasks (for example, Amazon:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Bedrock Agents, agentic AI, model context and practice applying them to scenarios.

protocol).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.1.6: Define the role of AI agents and practice applying them to scenarios.

and describe AI agents' business applications.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.4.1: Determine approaches to and practice applying them to scenarios.

evaluate FM performance (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

human evaluation, benchmark datasets,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon Bedrock Model Evaluation). and practice applying them to scenarios.

Review the official skills for Objective 3.4.1: Determine approaches to and practice applying them to scenarios.

evaluate FM performance (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

human-in-the-loop evaluation, benchmark:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

datasets, Amazon Bedrock Model Evaluation).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.4.2: Identify relevant metrics to and practice applying them to scenarios.

assess FM performance (for example, Recall-:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Oriented Understudy for Gisting Evaluation and practice applying them to scenarios.

[ROUGE], Bilingual Evaluation Understudy:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

[BLEU], BERTScore).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.4.2: Identify relevant metrics to and practice applying them to scenarios.

assess FM performance (for example, Recall-:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Oriented Understudy for Gisting Evaluation and practice applying them to scenarios.

[ROUGE], Bilingual Evaluation Understudy:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

[BLEU], BERTScore, LLM-as-a-judge).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 4.2.2: Describe tools to identify and practice applying them to scenarios.

transparent and explainable models (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, Amazon SageMaker Model Cards,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

open source models, data, licensing).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 4.2.2: Describe tools to identify and practice applying them to scenarios.

transparent and explainable models (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, Amazon SageMaker Model Cards,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for SageMaker Clarify, Amazon Bedrock Model and practice applying them to scenarios.

Review the official skills for Evaluations, open source models, data, and practice applying them to scenarios.

licensing).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 4.2.4: Describe principles of human- and practice applying them to scenarios.

centered design for explainable AI.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 4.2.4: Describe principles of human- and practice applying them to scenarios.

centered design for explainable AI (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, user-feedback mechanisms, AI:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

decision transparency).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Changes to objectives 25 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Version 1.0 Version 1.1 and practice applying them to scenarios.

Review the official skills for Objective 5.1.1: Identify AWS services and and practice applying them to scenarios.

features to secure AI systems (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for IAM roles, policies, and permissions; encryptio and practice applying them to scenarios.

n; Amazon Macie; AWS PrivateLink; AWS:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

shared responsibility model).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 5.1.1: Identify AWS services and and practice applying them to scenarios.

features to secure AI systems (for example,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for IAM roles, policies, and permissions; encryptio and practice applying them to scenarios.

n; Amazon Macie; AWS PrivateLink; AWS:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

shared responsibility model; Amazon Bedrock:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for AgentCore Identity; Policy in AgentCore; and practice applying them to scenarios.

Review the official skills for Amazon Bedrock Guardrails). and practice applying them to scenarios.

Review the official skills for Objective 5.1.4: Describe security and and practice applying them to scenarios.

privacy considerations for AI systems (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, application security, threat detection:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

, vulnerability management, infrastructure:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

protection, prompt injection, encryption at:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

rest and in transit).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 5.1.4: Describe security and and practice applying them to scenarios.

privacy considerations for AI systems (for:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

example, application security, threat detection:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

, vulnerability management, infrastructure:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

protection, prompt injection, encryption at:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

rest and in transit, data leakage preventio:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

n, output filtering and validation, audit trail:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

and logging requirements for AI interactions,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

toxicity).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objectives added and practice applying them to scenarios.

Review the official skills for Objective 1.2.6: Identify when traditional ML models versus foundation models (FMs) are and practice applying them to scenarios.

appropriate for a given use case (for example, due to regulatory concerns, explainability,:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

operational constraints).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.1.4: Describe the token-based pricing model and its effect on cost and performance and practice applying them to scenarios.

for inference.:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 2.1.5: Describe the role of context engineering in FM applications. and practice applying them to scenarios.

Review the official skills for Objective 2.1.6: Define foundational agentic AI concepts (for example, multi-agent system and practice applying them to scenarios.

patterns for complex AI applications, Model Context Protocol [MCP] and its role in connecting:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

agents to external systems, multi-agent communication patterns, memory management, tool:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

usage, and workflow orchestration).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 3.2.5: Describe prompt versioning and management strategies that use Amazon and practice applying them to scenarios.

Review the official skills for Bedrock Prompt Management. and practice applying them to scenarios.

Review the official skills for Changes to objectives 26 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for Objective 3.4.5: Identify business objective alignment metrics for AI applications (for example, and practice applying them to scenarios.

task completion rate, user satisfaction, cost per interaction).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Objective 5.1.5: Describe hallucination detection methods and grounding techniques to improve and practice applying them to scenarios.

output accuracy (for example, Retrieval Augmented Generation [RAG] grounding, output:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

validation, confidence scoring).:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Changes to in- and out-of-scope services and practice applying them to scenarios.

Review the official skills for Services added to the in-scope list and practice applying them to scenarios.

Review the official skills for Amazon Aurora and practice applying them to scenarios.

Review the official skills for Amazon Bedrock AgentCore and practice applying them to scenarios.

Review the official skills for Strands Agents and practice applying them to scenarios.

Amazon Q:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf

Review the official skills for Amazon SageMaker JumpStart and practice applying them to scenarios.

Review the official skills for AWS Transform and practice applying them to scenarios.

Review the official skills for Services removed from the in-scope list and practice applying them to scenarios.

Review the official skills for Amazon MemoryDB and practice applying them to scenarios.

Review the official skills for Services removed from the out-of-scope list and practice applying them to scenarios.

Review the official skills for AWS DeepComposer and practice applying them to scenarios.

Review the official skills for Amazon FinSpace and practice applying them to scenarios.

Review the official skills for Amazon Honeycode and practice applying them to scenarios.

Review the official skills for AWS IAM Identity Center and practice applying them to scenarios.

Review the official skills for AWS Marketplace and practice applying them to scenarios.

Review the official skills for AWS Organizations and practice applying them to scenarios.

Review the official skills for Amazon WorkDocs and practice applying them to scenarios.

Review the official skills for Changes to in- and out-of-scope services 27 and practice applying them to scenarios.

Review the official skills for AWS Certified AI Practitioner Exam Guide (AIF-C01) and practice applying them to scenarios.

Review the official skills for How useful was this exam guide? Let us know by taking our survey. and practice applying them to scenarios.

Survey 28:

https://docs.aws.amazon.com/pdfs/aws-certification/latest/ai-practitioner-01/ai-practitioner-01.pdf